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Understanding image representations by measuring their equivariance and equivalence

21 November 2014

Andrea Vedaldi

Papers citing "Understanding image representations by measuring their equivariance and equivalence"

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Title
$$\mathcal{G}$-softmax: Improving Intra-class Compactness and Inter-class Separability of Features$ $\mathcal{G}$ -softmax: Improving Intra-class Compactness and Inter-class Separability of Features Yan Luo Yongkang Wong Mohan Kankanhalli Qi Zhao 84 37 0 08 Apr 2019
Image Disentanglement and Uncooperative Re-Entanglement for High-Fidelity Image-to-Image Translation Adam W. Harley S. Wei Jason M. Saragih Katerina Fragkiadaki 36 5 0 11 Jan 2019
Challenging Common Assumptions in the Unsupervised Learning of Disentangled Representations Francesco Locatello Stefan Bauer Mario Lucic Gunnar Rätsch Sylvain Gelly Bernhard Schölkopf Olivier Bachem OOD 178 1,475 0 29 Nov 2018
The Effect of Learning Strategy versus Inherent Architecture Properties on the Ability of Convolutional Neural Networks to Develop Transformation Invariance Megha Srivastava K. Grill-Spector AAML OOD 15 7 0 31 Oct 2018
Learning Compressed Transforms with Low Displacement Rank Anna T. Thomas Albert Gu Tri Dao Atri Rudra Christopher Ré 101 40 0 04 Oct 2018
Déjà Vu: an empirical evaluation of the memorization properties of ConvNets Alexandre Sablayrolles Matthijs Douze Cordelia Schmid Hervé Jégou 49 18 0 17 Sep 2018
DensSiam: End-to-End Densely-Siamese Network with Self-Attention Model for Object Tracking Mohamed H. Abdelpakey M. Shehata Mostafa M. Mohamed 47 43 0 07 Sep 2018
Deep Learning for Generic Object Detection: A Survey Li Liu Wanli Ouyang Xiaogang Wang Paul Fieguth Jie Chen Xinwang Liu M. Pietikäinen ObjD VLM OOD 240 2,469 0 06 Sep 2018
Discriminative Learning of Similarity and Group Equivariant Representations Shubhendu Trivedi 41 1 0 30 Aug 2018
Rotation Equivariant CNNs for Digital Pathology Bastiaan S. Veeling J. Linmans Jim Winkens Taco S. Cohen Max Welling 125 586 0 08 Jun 2018
Why do deep convolutional networks generalize so poorly to small image transformations? Aharon Azulay Yair Weiss 108 563 0 30 May 2018
Pooling is neither necessary nor sufficient for appropriate deformation stability in CNNs Avraham Ruderman Neil C. Rabinowitz Ari S. Morcos Daniel Zoran 102 41 0 12 Apr 2018
Land cover mapping at very high resolution with rotation equivariant CNNs: towards small yet accurate models Diego Marcos Michele Volpi B. Kellenberger D. Tuia 125 237 0 16 Mar 2018
Studying Invariances of Trained Convolutional Neural Networks Charlotte Bunne Lukas Rahmann Thomas Wolf 15 11 0 15 Mar 2018
Rotation-Sensitive Regression for Oriented Scene Text Detection Minghui Liao Zhen Zhu Baoguang Shi Gui-Song Xia X. Bai 83 452 0 14 Mar 2018
Pose-Robust Face Recognition via Deep Residual Equivariant Mapping Kaidi Cao Yu Rong Cheng Li Xiaoou Tang Chen Change Loy CVBM 96 157 0 02 Mar 2018
Disentangling by Factorising Hyunjik Kim A. Mnih CoGe OOD 160 1,357 0 16 Feb 2018
Quantifying Translation-Invariance in Convolutional Neural Networks Eric Kauderer-Abrams 70 113 0 10 Dec 2017
Object Classification using Ensemble of Local and Deep Features Siddharth Srivastava Prerana Mukherjee Brejesh Lall Kamlesh Jaiswal 52 7 0 04 Dec 2017
Geometric robustness of deep networks: analysis and improvement Can Kanbak Seyed-Mohsen Moosavi-Dezfooli P. Frossard OOD AAML 129 131 0 24 Nov 2017
Context Augmentation for Convolutional Neural Networks Aysegül Dündar Ignacio Garcia Dorado 34 5 0 22 Nov 2017
Learning SO(3) Equivariant Representations with Spherical CNNs Carlos Esteves Christine Allen-Blanchette A. Makadia Kostas Daniilidis 165 515 0 17 Nov 2017
Parametrizing filters of a CNN with a GAN Yannic Kilcher Gary Bécigneul Thomas Hofmann GAN 15 2 0 31 Oct 2017
Interpretable Transformations with Encoder-Decoder Networks Daniel E. Worrall Stephan J. Garbin Daniyar Turmukhambetov Gabriel J. Brostow DRL 69 101 0 19 Oct 2017
Neural network an1alysis of sleep stages enables efficient diagnosis of narcolepsy Jens B. Stephansen A. N. Olesen Mads Olsen A. Ambati E. Leary ... C. Kushida P. Peppard H. Sørensen P. Jennum Emmanuel Mignot 107 231 0 05 Oct 2017
Strengths and Weaknesses of Deep Learning Models for Face Recognition Against Image Degradations Klemen Grm Vitomir Štruc Anais Artiges Matthieu Caron H. K. Ekenel CVBM 77 196 0 04 Oct 2017
Polar Transformer Networks Carlos Esteves Christine Allen-Blanchette Xiaowei Zhou Kostas Daniilidis ViT 113 187 0 06 Sep 2017
Representation Learning by Learning to Count M. Noroozi Hamed Pirsiavash Paolo Favaro SSL 100 369 0 22 Aug 2017
Improving Robustness of Feature Representations to Image Deformations using Powered Convolution in CNNs Zhun Sun Mete Ozay Takayuki Okatani 28 3 0 25 Jul 2017
cvpaper.challenge in 2016: Futuristic Computer Vision through 1,600 Papers Survey Hirokatsu Kataoka Soma Shirakabe Yun He S. Ueta Teppei Suzuki ... Ryousuke Takasawa Masataka Fuchida Yudai Miyashita Kazushige Okayasu Yuta Matsuzaki 86 1 0 20 Jul 2017
Image Projective Invariants Erbo Li Hanlin Mo Dong Xu Hua Li 49 22 0 19 Jul 2017
SVCCA: Singular Vector Canonical Correlation Analysis for Deep Learning Dynamics and Interpretability M. Raghu Justin Gilmer J. Yosinski Jascha Narain Sohl-Dickstein DRL 84 31 0 19 Jun 2017
DeepCorrect: Correcting DNN models against Image Distortions Tejas S. Borkar Lina Karam 131 93 0 05 May 2017
Quality Resilient Deep Neural Networks Samuel F. Dodge Lina Karam OOD 70 46 0 23 Mar 2017
On the effect of pooling on the geometry of representations Gary Bécigneul 51 2 0 20 Mar 2017
Deformable Convolutional Networks Jifeng Dai Haozhi Qi Yuwen Xiong Yi Li Guodong Zhang Han Hu Yichen Wei 239 5,368 0 17 Mar 2017
Discriminate-and-Rectify Encoders: Learning from Image Transformation Sets Andrea Tacchetti S. Voinea Georgios Evangelopoulos 32 1 0 14 Mar 2017
Building a Regular Decision Boundary with Deep Networks Edouard Oyallon 46 29 0 06 Mar 2017
RGB-D Salient Object Detection Based on Discriminative Cross-modal Transfer Learning Hao Chen Yangfu Li Jane Polak Scowcroft 37 1 0 01 Mar 2017
Equivariance Through Parameter-Sharing Siamak Ravanbakhsh J. Schneider Barnabás Póczós 120 258 0 27 Feb 2017
Visual Saliency Prediction Using a Mixture of Deep Neural Networks Samuel F. Dodge Lina Karam FAtt 108 48 0 01 Feb 2017
Universal representations:The missing link between faces, text, planktons, and cat breeds Hakan Bilen Andrea Vedaldi 82 147 0 25 Jan 2017
Unknowable Manipulators: Social Network Curator Algorithms Samuel Albanie H. Deng Congming Shi 26 8 0 17 Jan 2017
Rotation equivariant vector field networks Diego Marcos Michele Volpi N. Komodakis D. Tuia 87 270 0 29 Dec 2016
Steerable CNNs Taco S. Cohen Max Welling BDL 147 499 0 27 Dec 2016
Harmonic Networks: Deep Translation and Rotation Equivariance Daniel E. Worrall Stephan J. Garbin Daniyar Turmukhambetov Gabriel J. Brostow 136 711 0 14 Dec 2016
Fine-grained Recognition in the Noisy Wild: Sensitivity Analysis of Convolutional Neural Networks Approaches E. Rodner Marcel Simon Robert B. Fisher Joachim Denzler 73 40 0 21 Oct 2016
Generalization Error of Invariant Classifiers Jure Sokolić Raja Giryes Guillermo Sapiro M. Rodrigues 76 78 0 14 Oct 2016
Every Filter Extracts A Specific Texture In Convolutional Neural Networks Zhiqiang Xia Ce Zhu Z. Wang Qi Guo Yipeng Liu FAtt 44 2 0 15 Aug 2016
Do semantic parts emerge in Convolutional Neural Networks? Abel Gonzalez-Garcia Davide Modolo V. Ferrari 207 113 0 13 Jul 2016